{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|    |   Unnamed: 0 | errorReason                |   errorCount | dataCenter   |\n",
      "+====+==============+============================+==============+==============+\n",
      "|  0 |            0 | 404, Not Found             |         5817 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  1 |            1 | 504, Gateway timeout       |         3346 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  2 |            2 | 503, Service unavailable   |         2631 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  3 |            3 | 486, Too many requests     |         2263 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  4 |            4 | 406, Not Acceptable        |         2021 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  5 |            5 | 403, Forbidden             |         1260 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  6 |            6 | 408, Request Timeout       |         1241 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  7 |            7 | 502, Bad Gateway           |         1216 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  8 |            8 | 401, Unauthorized          |          935 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "|  9 |            9 | 500, Internal Server Error |          423 | HeFei        |\n",
      "+----+--------------+----------------------------+--------------+--------------+\n",
      "    errorReason                   errorCount\n",
      " 0  404, Not Found                      5817\n",
      " 1  504, Gateway timeout                3346\n",
      " 2  503, Service unavailable            2631\n",
      " 3  486, Too many requests              2263\n",
      " 4  406, Not Acceptable                 2021\n",
      " 5  403, Forbidden                      1260\n",
      " 6  408, Request Timeout                1241\n",
      " 7  502, Bad Gateway                    1216\n",
      " 8  401, Unauthorized                    935\n",
      " 9  500, Internal Server Error           423\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def top_n_errors(df, topCount = 10):\n",
    "\n",
    "    dfGroupByError = df.groupby(['errorReason'])['errorCount'].sum().reset_index()\n",
    "    dfOfTopN = dfGroupByError.nlargest(topCount, 'errorCount', keep='first').reset_index(drop=True)\n",
    "    print(tabulate(dfOfTopN, headers='keys', tablefmt=\"plain\"))\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(14, 8))\n",
    "    plt.style.use('seaborn-whitegrid')\n",
    "    plt.title('Top %d Errors Distribution' % topCount)\n",
    "    plt.pie(dfOfTopN['errorCount'], labels=dfOfTopN['errorReason'], autopct='%1.1f%%', counterclock=False, shadow=True)\n",
    "\n",
    "    plt.show()\n",
    "    fig.savefig('top_n_errors.png')\n",
    "\n",
    "if __name__ == '__main__':\n",
    "\n",
    "    df = pd.read_csv('top_n_errors.csv')\n",
    "    print(tabulate(df, headers='keys', tablefmt=\"grid\"))\n",
    "    top_n_errors(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
